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Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications

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TLDR
A smart soft-robotic gripper system based on triboelectric nanogenerator sensors to capture the continuous motion and tactile information for soft gripper that is successfully created for virtual assembly lines and unmanned warehouse applications.
Abstract
Designing efficient sensors for soft robotics aiming at human machine interaction remains a challenge. Here, we report a smart soft-robotic gripper system based on triboelectric nanogenerator sensors to capture the continuous motion and tactile information for soft gripper. With the special distributed electrodes, the tactile sensor can perceive the contact position and area of external stimuli. The gear-based length sensor with a stretchable strip allows the continuous detection of elongation via the sequential contact of each tooth. The triboelectric sensory information collected during the operation of soft gripper is further trained by support vector machine algorithm to identify diverse objects with an accuracy of 98.1%. Demonstration of digital twin applications, which show the object identification and duplicate robotic manipulation in virtual environment according to the real-time operation of the soft-robotic gripper system, is successfully created for virtual assembly lines and unmanned warehouse applications. Designing efficient sensors for human machine interaction remains a challenge. Here, the authors present a soft robotic fingers system based on a triboelectric nanogenerator (L-TENG) sensor to capture the continuous motion of soft gripper and a soft tactile (T-TENG) sensor for tactile sensing, that can achieve an object recognition accuracy of 98.1%.

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Wearable Sensors-Enabled Human–Machine Interaction Systems: From Design to Application

TL;DR: The construction of a wearable HMI system that utilizes sensors, communication modes, and actuators is reviewed, and the mechanisms and strategies for designing various flexible sensors based on different mechanisms are analyzed and discussed.
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Deep learning-enabled triboelectric smart socks for IoT-based gait analysis and VR applications

TL;DR: Low-cost triboelectric intelligent socks are developed for harvesting waste energy from low-frequency body motions to transmit wireless sensory data and map the physical signals collected through the socks in the virtual space to establish a digital human system for sports monitoring, healthcare, identification, and future smart home applications.
Journal ArticleDOI

Wearable Pressure Sensors for Pulse Wave Monitoring

TL;DR: This review presents an overview of wearable pressure sensors for human pulse wave monitoring, with a focus on the transduction mechanism, microengineering structures, and related applications in pulse wave Monitoring and cardiovascular condition assessment.
Journal ArticleDOI

Triboelectric nanogenerator based self-powered sensor for artificial intelligence

TL;DR: Triboelectric nanogenerator based sensor has excellent material compatibility, low cost, and flexibility, which is a unique candidate technology for artificial intelligence as discussed by the authors, which can provide critical infrastructure for new generation of sensing systems that collect information by large amounts of self-powered sensors.
Journal ArticleDOI

AI enabled sign language recognition and VR space bidirectional communication using triboelectric smart glove.

TL;DR: In this article, an artificial intelligence enabled sign language recognition and communication system comprising sensing gloves, deep learning block, and virtual reality interface was proposed for barrier-free communication between signers and non-signers.
References
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Journal ArticleDOI

Design, fabrication and control of soft robots

TL;DR: This Review discusses recent developments in the emerging field of soft robotics, and explores the design and control of soft-bodied robots composed of compliant materials.
Journal ArticleDOI

Soft Robotics: A Perspective—Current Trends and Prospects for the Future

MajidiCarmel
- 01 Mar 2014 - 
TL;DR: Soft robots as mentioned in this paper are composed of easily deformable matter such as fluids, gels, and elastomers that match the elastic and rheological properties of biological tissue and organs.
Journal ArticleDOI

Infrared regulating smart window based on organic materials

TL;DR: In this article, the authors discuss the next generation of smart windows based on organic materials which can change their properties by reflecting or transmitting excess solar energy (infrared radiation) in such a way that comfortable indoor temperatures can be maintained throughout the year.
Journal ArticleDOI

Digital Twin and Big Data Towards Smart Manufacturing and Industry 4.0: 360 Degree Comparison

TL;DR: The similarities and differences between big data and digital twin are compared from the general and data perspectives and how they can be integrated to promote smart manufacturing are discussed.
Journal ArticleDOI

Learning the signatures of the human grasp using a scalable tactile glove.

TL;DR: Tactile patterns obtained from a scalable sensor-embedded glove and deep convolutional neural networks help to explain how the human hand can identify and grasp individual objects and estimate their weights.
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